2 papers
cs.LG2011★ 38 cited
Learning with the Weighted Trace-norm under Arbitrary Sampling Distributions
Rina Foygel, Ruslan Salakhutdinov, Ohad Shamir +1
We provide rigorous guarantees on learning with the weighted trace-norm under arbitrary sampling distributions. We show that the standard weighted trace-norm might fail when the sa…
cs.LG2011★ 1 cited
Domain Adaptation: Overfitting and Small Sample Statistics
Dean Foster, Sham Kakade, Ruslan Salakhutdinov
We study the prevalent problem when a test distribution differs from the training distribution. We consider a setting where our training set consists of a small number of sample do…